{"id":4409,"date":"2024-08-24T11:35:05","date_gmt":"2024-08-24T03:35:05","guid":{"rendered":"https:\/\/nullthought.net\/?p=4409"},"modified":"2025-12-10T14:09:20","modified_gmt":"2025-12-10T06:09:20","slug":"%f0%9d%99%83%f0%9d%99%a4%f0%9d%99%ac-%f0%9d%99%84-%f0%9d%99%90%f0%9d%99%a8%f0%9d%99%9a-%f0%9d%98%bc%f0%9d%99%84","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4409","title":{"rendered":"\ud835\ude43\ud835\ude64\ud835\ude6c \ud835\ude44 \ud835\ude50\ud835\ude68\ud835\ude5a “\ud835\ude3c\ud835\ude44”"},"content":{"rendered":"\n

\u524d\u51e0\u5929\u5b8c\u6574\u770b\u4e86Nicholas Carlini\u5199\u7684\u957f\u6587\ud835\ude43\ud835\ude64\ud835\ude6c \ud835\ude44 \ud835\ude50\ud835\ude68\ud835\ude5a “\ud835\ude3c\ud835\ude44”<\/a>\uff0c\u9887\u6709\u5171\u9e23\u3002AI\u786e\u5b9e\u80fd\u591f\u5927\u5e45\u63d0\u5347\u6548\u7387\u3002<\/p>\n\n\n\n

\u521a\u521a\u5b66\u4e60\u7269\u7406\u4fe1\u606f\u795e\u7ecf\u7f51\u7edc\uff08\u6216\u79f0\u7269\u7406\u5f15\u5bfc\u795e\u7ecf\u7f51\u7edc\uff0cPhysics-Informed Neural Networks\uff0cPINNs<\/a><\/strong>\uff09\uff0c\u8ba9ChatGPT 4o\u7ed9\u51fa\u793a\u4f8b\u4ee3\u7801\u5e76\u89e3\u91ca\u3002\u5176\u7ed9\u51fa\u7684\u4ee3\u7801\u5206\u4e86\u51e0\u4e2a\u7247\u6bb5\uff0c\u9042\u8ba9\u5176\u5c06\u4ee3\u7801\u76f4\u63a5\u6574\u5408\u751f\u6210ipynb\u6587\u4ef6\u3002<\/p>\n\n\n\n

\"\"
Learning Physics-Informed Neural Networks (PINNs)<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n

\u5728Google Colab\u4e2d\u8fd0\u884c\u751f\u6210\u7684ipynb\u6587\u4ef6\uff0c\u6709\u4e2abug\u3002bug\u752b\u4e00\u51fa\u73b0\uff0cGemini\u968f\u5373\u5c31\u5bf9\u51fa\u9519\u4fe1\u606f\u8fdb\u884c\u4e86\u89e3\u91ca\u8bf4\u660e\uff0c\u5e76\u7ed9\u51fa\u4e86\u4ee3\u7801\u4fee\u6539\u5efa\u8bae\u3002\u63a5\u53d7\u4fee\u6539\u5efa\u8bae\uff0c\u4ee3\u7801\u5373\u8fd0\u884c\u6210\u529f\u3002<\/p>\n\n\n\n

\"\"
AI debugging in Colab<\/figcaption><\/figure>\n\n\n\n

\u6709\u8d56AI\u5e2e\u5fd9\uff0c\u6548\u7387\u5f97\u5230\u663e\u8457\u53ef\u89c2\u63d0\u5347\u3002\u81ea\u5df1\u8fd9\u4e2a\u4eb2\u8eab\u7ecf\u5386\u7684\u5c0fcase\uff0c\u4e5f\u662fNicholas Carlini\u6240\u8bf4”I don’t think that ‘AI’ models\u00a0(by which I mean: large language models) are over-hyped.<\/a>“\u7684\u4e00\u4e2a\u8bc1\u636e\u3002<\/p>\n\n\n\n

\"\"
How I Use “AI”<\/a>
by Nicholas Carlini<\/figcaption><\/figure>\n\n\n\n
\n\n\n\n

Just read Nicholas Carlini’s long article titled “How I Use ‘AI’<\/a>” in its entirety and found it deeply resonating. AI can indeed significantly enhance efficiency.  A small case of my personal experience is an evidence supporting Nicholas Carlini’s statement: “I don’t think that ‘AI’ models (by which I mean: large language models) are over-hyped.”<\/p>\n\n\n\n

Learning about Physics-Informed Neural Networks (PINNs)<\/a>, I asked ChatGPT-4o to provide example code and explanations. The code was given in several fragments, so I asked it to integrate the code directly into a .ipynb file.<\/p>\n\n\n\n

When running the generated .ipynb file in Google Colab, a bug was encountered. As soon as the bug appeared, Gemini immediately provided an explanation of the error and suggested modifications to the code. After accepting the suggested changes, the code ran successfully.<\/p>\n\n\n\n

Obviously my efficiency has improved significantly with the help of AI.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u524d\u51e0\u5929\u5b8c\u6574\u770b\u4e86Nicholas Carlini\u5199\u7684\u957f\u6587\ud835\ude43\ud835\ude64\ud835\ude6c \ud835\ude44 \ud835\ude50\ud835\ude68\ud835\ude5a “\ud835\ude3c\ud835\ude44”\uff0c\u9887 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[6,3,8],"tags":[39,83,103,71,66],"class_list":["post-4409","post","type-post","status-publish","format-standard","hentry","category-feeling","category-it","category-tech","tag-ai","tag-chatgpt","tag-openai","tag-physics","tag-google"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"Feeling<\/a> IT<\/a> Tech<\/a>","rttpg_excerpt":"\u524d\u51e0\u5929\u5b8c\u6574\u770b\u4e86Nicholas Carlini\u5199\u7684\u957f\u6587\ud835\ude43\ud835\ude64\ud835\ude6c \ud835\ude44 \ud835\ude50\ud835\ude68\ud835\ude5a “\ud835\ude3c\ud835\ude44”\uff0c\u9887…","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4409","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4409"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4409\/revisions"}],"predecessor-version":[{"id":4414,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4409\/revisions\/4414"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4409"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4409"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4409"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}